Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 7000 |
| Missing cells | 1809 |
| Missing cells (%) | 1.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 4.9 MiB |
| Average record size in memory | 740.6 B |
Variable types
| NUM | 15 |
|---|---|
| CAT | 9 |
Reproduction
| Analysis started | 2020-06-19 10:02:08.333807 |
|---|---|
| Analysis finished | 2020-06-19 10:03:54.508938 |
| Duration | 1 minute and 46.18 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
Time_of_service is highly correlated with Age | High correlation |
Age is highly correlated with Time_of_service | High correlation |
Age has 412 (5.9%) missing values | Missing |
Time_of_service has 144 (2.1%) missing values | Missing |
VAR2 has 577 (8.2%) missing values | Missing |
VAR4 has 656 (9.4%) missing values | Missing |
Employee_ID has unique values | Unique |
Time_of_service has 162 (2.3%) zeros | Zeros |
Time_since_promotion has 162 (2.3%) zeros | Zeros |
| Distinct count | 7000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 54.8 KiB |
| EID_16344 | 1 |
|---|---|
| EID_3157 | 1 |
| EID_13589 | 1 |
| EID_2147 | 1 |
| EID_9841 | 1 |
| Other values (6995) |
| Value | Count | Frequency (%) | |
| EID_16344 | 1 | < 0.1% | |
| EID_3157 | 1 | < 0.1% | |
| EID_13589 | 1 | < 0.1% | |
| EID_2147 | 1 | < 0.1% | |
| EID_9841 | 1 | < 0.1% | |
| EID_21250 | 1 | < 0.1% | |
| EID_6733 | 1 | < 0.1% | |
| EID_20997 | 1 | < 0.1% | |
| EID_20269 | 1 | < 0.1% | |
| EID_21215 | 1 | < 0.1% | |
| EID_20727 | 1 | < 0.1% | |
| EID_10906 | 1 | < 0.1% | |
| EID_5023 | 1 | < 0.1% | |
| EID_21325 | 1 | < 0.1% | |
| EID_16893 | 1 | < 0.1% | |
| EID_8686 | 1 | < 0.1% | |
| EID_8370 | 1 | < 0.1% | |
| EID_25330 | 1 | < 0.1% | |
| EID_7127 | 1 | < 0.1% | |
| EID_22528 | 1 | < 0.1% | |
| EID_14254 | 1 | < 0.1% | |
| EID_21971 | 1 | < 0.1% | |
| EID_15505 | 1 | < 0.1% | |
| EID_7723 | 1 | < 0.1% | |
| EID_24324 | 1 | < 0.1% | |
| Other values (6975) | 6975 | 99.6% |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 8.641571429 |
| Min length | 8 |
Most occurring characters
| Value | Count | Frequency (%) | |
| E | 7000 | 11.6% | |
| I | 7000 | 11.6% | |
| D | 7000 | 11.6% | |
| _ | 7000 | 11.6% | |
| 1 | 5780 | 9.6% | |
| 2 | 4528 | 7.5% | |
| 3 | 2994 | 4.9% | |
| 5 | 2978 | 4.9% | |
| 4 | 2961 | 4.9% | |
| 9 | 2685 | 4.4% | |
| 7 | 2654 | 4.4% | |
| 6 | 2642 | 4.4% | |
| 0 | 2635 | 4.4% | |
| 8 | 2634 | 4.4% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 32491 | 53.7% | |
| Uppercase Letter | 21000 | 34.7% | |
| Connector Punctuation | 7000 | 11.6% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| E | 7000 | 33.3% | |
| I | 7000 | 33.3% | |
| D | 7000 | 33.3% |
Most frequent Connector Punctuation characters
| Value | Count | Frequency (%) | |
| _ | 7000 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 1 | 5780 | 17.8% | |
| 2 | 4528 | 13.9% | |
| 3 | 2994 | 9.2% | |
| 5 | 2978 | 9.2% | |
| 4 | 2961 | 9.1% | |
| 9 | 2685 | 8.3% | |
| 7 | 2654 | 8.2% | |
| 6 | 2642 | 8.1% | |
| 0 | 2635 | 8.1% | |
| 8 | 2634 | 8.1% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 39491 | 65.3% | |
| Latin | 21000 | 34.7% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| E | 7000 | 33.3% | |
| I | 7000 | 33.3% | |
| D | 7000 | 33.3% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| _ | 7000 | 17.7% | |
| 1 | 5780 | 14.6% | |
| 2 | 4528 | 11.5% | |
| 3 | 2994 | 7.6% | |
| 5 | 2978 | 7.5% | |
| 4 | 2961 | 7.5% | |
| 9 | 2685 | 6.8% | |
| 7 | 2654 | 6.7% | |
| 6 | 2642 | 6.7% | |
| 0 | 2635 | 6.7% | |
| 8 | 2634 | 6.7% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 60491 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| E | 7000 | 11.6% | |
| I | 7000 | 11.6% | |
| D | 7000 | 11.6% | |
| _ | 7000 | 11.6% | |
| 1 | 5780 | 9.6% | |
| 2 | 4528 | 7.5% | |
| 3 | 2994 | 4.9% | |
| 5 | 2978 | 4.9% | |
| 4 | 2961 | 4.9% | |
| 9 | 2685 | 4.4% | |
| 7 | 2654 | 4.4% | |
| 6 | 2642 | 4.4% | |
| 0 | 2635 | 4.4% | |
| 8 | 2634 | 4.4% |
Gender
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 54.8 KiB |
| F | |
|---|---|
| M |
| Value | Count | Frequency (%) | |
| F | 4114 | 58.8% | |
| M | 2886 | 41.2% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| F | 4114 | 58.8% | |
| M | 2886 | 41.2% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Uppercase Letter | 7000 | 100.0% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| F | 4114 | 58.8% | |
| M | 2886 | 41.2% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 7000 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| F | 4114 | 58.8% | |
| M | 2886 | 41.2% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 7000 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| F | 4114 | 58.8% | |
| M | 2886 | 41.2% |
| Distinct count | 47 |
|---|---|
| Unique (%) | 0.7% |
| Missing | 412 |
| Missing (%) | 5.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.62279902853673 |
|---|---|
| Minimum | 19.0 |
| Maximum | 65.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 54.8 KiB |
Quantile statistics
| Minimum | 19 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 27 |
| median | 37 |
| Q3 | 52 |
| 95-th percentile | 62 |
| Maximum | 65 |
| Range | 46 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 13.60691994 |
|---|---|
| Coefficient of variation (CV) | 0.343411376 |
| Kurtosis | -1.210795731 |
| Mean | 39.62279903 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 0.2434874403 |
| Sum | 261035 |
| Variance | 185.1482702 |
| Value | Count | Frequency (%) | |
| 22 | 235 | 3.4% | |
| 25 | 235 | 3.4% | |
| 27 | 231 | 3.3% | |
| 31 | 218 | 3.1% | |
| 54 | 212 | 3.0% | |
| 60 | 211 | 3.0% | |
| 26 | 210 | 3.0% | |
| 37 | 208 | 3.0% | |
| 35 | 205 | 2.9% | |
| 52 | 199 | 2.8% | |
| 28 | 194 | 2.8% | |
| 47 | 193 | 2.8% | |
| 42 | 193 | 2.8% | |
| 30 | 191 | 2.7% | |
| 32 | 189 | 2.7% | |
| 24 | 185 | 2.6% | |
| 45 | 184 | 2.6% | |
| 21 | 171 | 2.4% | |
| 65 | 152 | 2.2% | |
| 19 | 151 | 2.2% | |
| 23 | 148 | 2.1% | |
| 59 | 136 | 1.9% | |
| 58 | 122 | 1.7% | |
| 20 | 122 | 1.7% | |
| 29 | 115 | 1.6% | |
| Other values (22) | 1978 | 28.3% | |
| (Missing) | 412 | 5.9% |
| Value | Count | Frequency (%) | |
| 19 | 151 | 2.2% | |
| 20 | 122 | 1.7% | |
| 21 | 171 | 2.4% | |
| 22 | 235 | 3.4% | |
| 23 | 148 | 2.1% | |
| 24 | 185 | 2.6% | |
| 25 | 235 | 3.4% | |
| 26 | 210 | 3.0% | |
| 27 | 231 | 3.3% | |
| 28 | 194 | 2.8% |
| Value | Count | Frequency (%) | |
| 65 | 152 | 2.2% | |
| 64 | 95 | 1.4% | |
| 63 | 73 | 1.0% | |
| 62 | 69 | 1.0% | |
| 61 | 63 | 0.9% | |
| 60 | 211 | 3.0% | |
| 59 | 136 | 1.9% | |
| 58 | 122 | 1.7% | |
| 57 | 92 | 1.3% | |
| 56 | 94 | 1.3% |
Education_Level
Real number (ℝ≥0)
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.1878571428571427 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 54.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.06510243 |
|---|---|
| Coefficient of variation (CV) | 0.3341123463 |
| Kurtosis | -0.1874168785 |
| Mean | 3.187857143 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.4040642036 |
| Sum | 22315 |
| Variance | 1.134443186 |
| Value | Count | Frequency (%) | |
| 3 | 2878 | 41.1% | |
| 4 | 2076 | 29.7% | |
| 1 | 695 | 9.9% | |
| 2 | 691 | 9.9% | |
| 5 | 660 | 9.4% |
| Value | Count | Frequency (%) | |
| 1 | 695 | 9.9% | |
| 2 | 691 | 9.9% | |
| 3 | 2878 | 41.1% | |
| 4 | 2076 | 29.7% | |
| 5 | 660 | 9.4% |
| Value | Count | Frequency (%) | |
| 5 | 660 | 9.4% | |
| 4 | 2076 | 29.7% | |
| 3 | 2878 | 41.1% | |
| 2 | 691 | 9.9% | |
| 1 | 695 | 9.9% |
Relationship_Status
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 54.8 KiB |
| Married | |
|---|---|
| Single |
| Value | Count | Frequency (%) | |
| Married | 4520 | 64.6% | |
| Single | 2480 | 35.4% |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.645714286 |
| Min length | 6 |
Most occurring characters
| Value | Count | Frequency (%) | |
| r | 9040 | 19.4% | |
| i | 7000 | 15.0% | |
| e | 7000 | 15.0% | |
| M | 4520 | 9.7% | |
| a | 4520 | 9.7% | |
| d | 4520 | 9.7% | |
| S | 2480 | 5.3% | |
| n | 2480 | 5.3% | |
| g | 2480 | 5.3% | |
| l | 2480 | 5.3% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 39520 | 85.0% | |
| Uppercase Letter | 7000 | 15.0% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| M | 4520 | 64.6% | |
| S | 2480 | 35.4% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| r | 9040 | 22.9% | |
| i | 7000 | 17.7% | |
| e | 7000 | 17.7% | |
| a | 4520 | 11.4% | |
| d | 4520 | 11.4% | |
| n | 2480 | 6.3% | |
| g | 2480 | 6.3% | |
| l | 2480 | 6.3% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 46520 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| r | 9040 | 19.4% | |
| i | 7000 | 15.0% | |
| e | 7000 | 15.0% | |
| M | 4520 | 9.7% | |
| a | 4520 | 9.7% | |
| d | 4520 | 9.7% | |
| S | 2480 | 5.3% | |
| n | 2480 | 5.3% | |
| g | 2480 | 5.3% | |
| l | 2480 | 5.3% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 46520 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| r | 9040 | 19.4% | |
| i | 7000 | 15.0% | |
| e | 7000 | 15.0% | |
| M | 4520 | 9.7% | |
| a | 4520 | 9.7% | |
| d | 4520 | 9.7% | |
| S | 2480 | 5.3% | |
| n | 2480 | 5.3% | |
| g | 2480 | 5.3% | |
| l | 2480 | 5.3% |
Hometown
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 54.8 KiB |
| Lebanon | |
|---|---|
| Springfield | |
| Franklin | |
| Washington | |
| Clinton |
| Value | Count | Frequency (%) | |
| Lebanon | 2070 | 29.6% | |
| Springfield | 1736 | 24.8% | |
| Franklin | 1523 | 21.8% | |
| Washington | 1106 | 15.8% | |
| Clinton | 565 | 8.1% |
Length
| Max length | 11 |
|---|---|
| Median length | 8 |
| Mean length | 8.683571429 |
| Min length | 7 |
Most occurring characters
| Value | Count | Frequency (%) | |
| n | 12264 | 20.2% | |
| i | 6666 | 11.0% | |
| a | 4699 | 7.7% | |
| l | 3824 | 6.3% | |
| e | 3806 | 6.3% | |
| o | 3741 | 6.2% | |
| r | 3259 | 5.4% | |
| g | 2842 | 4.7% | |
| L | 2070 | 3.4% | |
| b | 2070 | 3.4% | |
| S | 1736 | 2.9% | |
| p | 1736 | 2.9% | |
| f | 1736 | 2.9% | |
| d | 1736 | 2.9% | |
| t | 1671 | 2.7% | |
| F | 1523 | 2.5% | |
| k | 1523 | 2.5% | |
| W | 1106 | 1.8% | |
| s | 1106 | 1.8% | |
| h | 1106 | 1.8% | |
| C | 565 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 53785 | 88.5% | |
| Uppercase Letter | 7000 | 11.5% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| L | 2070 | 29.6% | |
| S | 1736 | 24.8% | |
| F | 1523 | 21.8% | |
| W | 1106 | 15.8% | |
| C | 565 | 8.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| n | 12264 | 22.8% | |
| i | 6666 | 12.4% | |
| a | 4699 | 8.7% | |
| l | 3824 | 7.1% | |
| e | 3806 | 7.1% | |
| o | 3741 | 7.0% | |
| r | 3259 | 6.1% | |
| g | 2842 | 5.3% | |
| b | 2070 | 3.8% | |
| p | 1736 | 3.2% | |
| f | 1736 | 3.2% | |
| d | 1736 | 3.2% | |
| t | 1671 | 3.1% | |
| k | 1523 | 2.8% | |
| s | 1106 | 2.1% | |
| h | 1106 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 60785 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| n | 12264 | 20.2% | |
| i | 6666 | 11.0% | |
| a | 4699 | 7.7% | |
| l | 3824 | 6.3% | |
| e | 3806 | 6.3% | |
| o | 3741 | 6.2% | |
| r | 3259 | 5.4% | |
| g | 2842 | 4.7% | |
| L | 2070 | 3.4% | |
| b | 2070 | 3.4% | |
| S | 1736 | 2.9% | |
| p | 1736 | 2.9% | |
| f | 1736 | 2.9% | |
| d | 1736 | 2.9% | |
| t | 1671 | 2.7% | |
| F | 1523 | 2.5% | |
| k | 1523 | 2.5% | |
| W | 1106 | 1.8% | |
| s | 1106 | 1.8% | |
| h | 1106 | 1.8% | |
| C | 565 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 60785 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| n | 12264 | 20.2% | |
| i | 6666 | 11.0% | |
| a | 4699 | 7.7% | |
| l | 3824 | 6.3% | |
| e | 3806 | 6.3% | |
| o | 3741 | 6.2% | |
| r | 3259 | 5.4% | |
| g | 2842 | 4.7% | |
| L | 2070 | 3.4% | |
| b | 2070 | 3.4% | |
| S | 1736 | 2.9% | |
| p | 1736 | 2.9% | |
| f | 1736 | 2.9% | |
| d | 1736 | 2.9% | |
| t | 1671 | 2.7% | |
| F | 1523 | 2.5% | |
| k | 1523 | 2.5% | |
| W | 1106 | 1.8% | |
| s | 1106 | 1.8% | |
| h | 1106 | 1.8% | |
| C | 565 | 0.9% |
Unit
Categorical
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 54.8 KiB |
| IT | |
|---|---|
| Logistics | |
| Sales | |
| Operarions | |
| R&D | |
| Other values (7) |
| Value | Count | Frequency (%) | |
| IT | 1394 | 19.9% | |
| Logistics | 1173 | 16.8% | |
| Sales | 943 | 13.5% | |
| Operarions | 706 | 10.1% | |
| R&D | 680 | 9.7% | |
| Purchasing | 504 | 7.2% | |
| Accounting and Finance | 496 | 7.1% | |
| Human Resource Management | 344 | 4.9% | |
| Marketing | 212 | 3.0% | |
| Production | 211 | 3.0% | |
| Quality | 193 | 2.8% | |
| Security | 144 | 2.1% |
Length
| Max length | 25 |
|---|---|
| Median length | 9 |
| Mean length | 8.319 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| i | 5308 | 9.1% | |
| n | 5145 | 8.8% | |
| s | 4843 | 8.3% | |
| a | 4582 | 7.9% | |
| e | 3877 | 6.7% | |
| c | 3864 | 6.6% | |
| o | 3141 | 5.4% | |
| r | 2827 | 4.9% | |
| t | 2773 | 4.8% | |
| g | 2729 | 4.7% | |
| u | 2236 | 3.8% | |
| 1680 | 2.9% | ||
| I | 1394 | 2.4% | |
| T | 1394 | 2.4% | |
| L | 1173 | 2.0% | |
| l | 1136 | 2.0% | |
| S | 1087 | 1.9% | |
| R | 1024 | 1.8% | |
| P | 715 | 1.2% | |
| d | 707 | 1.2% | |
| O | 706 | 1.2% | |
| p | 706 | 1.2% | |
| m | 688 | 1.2% | |
| & | 680 | 1.2% | |
| D | 680 | 1.2% | |
| Other values (8) | 3138 | 5.4% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 45615 | 78.3% | |
| Uppercase Letter | 10258 | 17.6% | |
| Space Separator | 1680 | 2.9% | |
| Other Punctuation | 680 | 1.2% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| I | 1394 | 13.6% | |
| T | 1394 | 13.6% | |
| L | 1173 | 11.4% | |
| S | 1087 | 10.6% | |
| R | 1024 | 10.0% | |
| P | 715 | 7.0% | |
| O | 706 | 6.9% | |
| D | 680 | 6.6% | |
| M | 556 | 5.4% | |
| A | 496 | 4.8% | |
| F | 496 | 4.8% | |
| H | 344 | 3.4% | |
| Q | 193 | 1.9% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| i | 5308 | 11.6% | |
| n | 5145 | 11.3% | |
| s | 4843 | 10.6% | |
| a | 4582 | 10.0% | |
| e | 3877 | 8.5% | |
| c | 3864 | 8.5% | |
| o | 3141 | 6.9% | |
| r | 2827 | 6.2% | |
| t | 2773 | 6.1% | |
| g | 2729 | 6.0% | |
| u | 2236 | 4.9% | |
| l | 1136 | 2.5% | |
| d | 707 | 1.5% | |
| p | 706 | 1.5% | |
| m | 688 | 1.5% | |
| h | 504 | 1.1% | |
| y | 337 | 0.7% | |
| k | 212 | 0.5% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 1680 | 100.0% |
Most frequent Other Punctuation characters
| Value | Count | Frequency (%) | |
| & | 680 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 55873 | 95.9% | |
| Common | 2360 | 4.1% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| i | 5308 | 9.5% | |
| n | 5145 | 9.2% | |
| s | 4843 | 8.7% | |
| a | 4582 | 8.2% | |
| e | 3877 | 6.9% | |
| c | 3864 | 6.9% | |
| o | 3141 | 5.6% | |
| r | 2827 | 5.1% | |
| t | 2773 | 5.0% | |
| g | 2729 | 4.9% | |
| u | 2236 | 4.0% | |
| I | 1394 | 2.5% | |
| T | 1394 | 2.5% | |
| L | 1173 | 2.1% | |
| l | 1136 | 2.0% | |
| S | 1087 | 1.9% | |
| R | 1024 | 1.8% | |
| P | 715 | 1.3% | |
| d | 707 | 1.3% | |
| O | 706 | 1.3% | |
| p | 706 | 1.3% | |
| m | 688 | 1.2% | |
| D | 680 | 1.2% | |
| M | 556 | 1.0% | |
| h | 504 | 0.9% | |
| Other values (6) | 2078 | 3.7% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 1680 | 71.2% | ||
| & | 680 | 28.8% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 58233 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| i | 5308 | 9.1% | |
| n | 5145 | 8.8% | |
| s | 4843 | 8.3% | |
| a | 4582 | 7.9% | |
| e | 3877 | 6.7% | |
| c | 3864 | 6.6% | |
| o | 3141 | 5.4% | |
| r | 2827 | 4.9% | |
| t | 2773 | 4.8% | |
| g | 2729 | 4.7% | |
| u | 2236 | 3.8% | |
| 1680 | 2.9% | ||
| I | 1394 | 2.4% | |
| T | 1394 | 2.4% | |
| L | 1173 | 2.0% | |
| l | 1136 | 2.0% | |
| S | 1087 | 1.9% | |
| R | 1024 | 1.8% | |
| P | 715 | 1.2% | |
| d | 707 | 1.2% | |
| O | 706 | 1.2% | |
| p | 706 | 1.2% | |
| m | 688 | 1.2% | |
| & | 680 | 1.2% | |
| D | 680 | 1.2% | |
| Other values (8) | 3138 | 5.4% |
Decision_skill_possess
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 54.8 KiB |
| Conceptual | |
|---|---|
| Analytical | |
| Directive | |
| Behavioral |
| Value | Count | Frequency (%) | |
| Conceptual | 1756 | 25.1% | |
| Analytical | 1755 | 25.1% | |
| Directive | 1753 | 25.0% | |
| Behavioral | 1736 | 24.8% |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.749571429 |
| Min length | 9 |
Most occurring characters
| Value | Count | Frequency (%) | |
| a | 8738 | 12.8% | |
| l | 7002 | 10.3% | |
| e | 6998 | 10.3% | |
| i | 6997 | 10.3% | |
| c | 5264 | 7.7% | |
| t | 5264 | 7.7% | |
| n | 3511 | 5.1% | |
| o | 3492 | 5.1% | |
| v | 3489 | 5.1% | |
| r | 3489 | 5.1% | |
| C | 1756 | 2.6% | |
| p | 1756 | 2.6% | |
| u | 1756 | 2.6% | |
| A | 1755 | 2.6% | |
| y | 1755 | 2.6% | |
| D | 1753 | 2.6% | |
| B | 1736 | 2.5% | |
| h | 1736 | 2.5% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 61247 | 89.7% | |
| Uppercase Letter | 7000 | 10.3% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| C | 1756 | 25.1% | |
| A | 1755 | 25.1% | |
| D | 1753 | 25.0% | |
| B | 1736 | 24.8% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| a | 8738 | 14.3% | |
| l | 7002 | 11.4% | |
| e | 6998 | 11.4% | |
| i | 6997 | 11.4% | |
| c | 5264 | 8.6% | |
| t | 5264 | 8.6% | |
| n | 3511 | 5.7% | |
| o | 3492 | 5.7% | |
| v | 3489 | 5.7% | |
| r | 3489 | 5.7% | |
| p | 1756 | 2.9% | |
| u | 1756 | 2.9% | |
| y | 1755 | 2.9% | |
| h | 1736 | 2.8% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 68247 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| a | 8738 | 12.8% | |
| l | 7002 | 10.3% | |
| e | 6998 | 10.3% | |
| i | 6997 | 10.3% | |
| c | 5264 | 7.7% | |
| t | 5264 | 7.7% | |
| n | 3511 | 5.1% | |
| o | 3492 | 5.1% | |
| v | 3489 | 5.1% | |
| r | 3489 | 5.1% | |
| C | 1756 | 2.6% | |
| p | 1756 | 2.6% | |
| u | 1756 | 2.6% | |
| A | 1755 | 2.6% | |
| y | 1755 | 2.6% | |
| D | 1753 | 2.6% | |
| B | 1736 | 2.5% | |
| h | 1736 | 2.5% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 68247 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| a | 8738 | 12.8% | |
| l | 7002 | 10.3% | |
| e | 6998 | 10.3% | |
| i | 6997 | 10.3% | |
| c | 5264 | 7.7% | |
| t | 5264 | 7.7% | |
| n | 3511 | 5.1% | |
| o | 3492 | 5.1% | |
| v | 3489 | 5.1% | |
| r | 3489 | 5.1% | |
| C | 1756 | 2.6% | |
| p | 1756 | 2.6% | |
| u | 1756 | 2.6% | |
| A | 1755 | 2.6% | |
| y | 1755 | 2.6% | |
| D | 1753 | 2.6% | |
| B | 1736 | 2.5% | |
| h | 1736 | 2.5% |
| Distinct count | 44 |
|---|---|
| Unique (%) | 0.6% |
| Missing | 144 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.385064177362894 |
|---|---|
| Minimum | 0.0 |
| Maximum | 43.0 |
| Zeros | 162 |
| Zeros (%) | 2.3% |
| Memory size | 54.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 10 |
| Q3 | 21 |
| 95-th percentile | 34 |
| Maximum | 43 |
| Range | 43 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 10.3641884 |
|---|---|
| Coefficient of variation (CV) | 0.7743099522 |
| Kurtosis | -0.3864286041 |
| Mean | 13.38506418 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.8003752974 |
| Sum | 91768 |
| Variance | 107.4164013 |
| Value | Count | Frequency (%) | |
| 6 | 545 | 7.8% | |
| 5 | 503 | 7.2% | |
| 3 | 471 | 6.7% | |
| 4 | 439 | 6.3% | |
| 2 | 297 | 4.2% | |
| 8 | 276 | 3.9% | |
| 7 | 258 | 3.7% | |
| 10 | 218 | 3.1% | |
| 9 | 205 | 2.9% | |
| 13 | 195 | 2.8% | |
| 12 | 191 | 2.7% | |
| 15 | 178 | 2.5% | |
| 11 | 178 | 2.5% | |
| 14 | 175 | 2.5% | |
| 0 | 162 | 2.3% | |
| 18 | 154 | 2.2% | |
| 16 | 150 | 2.1% | |
| 22 | 146 | 2.1% | |
| 20 | 142 | 2.0% | |
| 21 | 137 | 2.0% | |
| 24 | 129 | 1.8% | |
| 1 | 127 | 1.8% | |
| 17 | 124 | 1.8% | |
| 19 | 122 | 1.7% | |
| 23 | 118 | 1.7% | |
| Other values (19) | 1216 | 17.4% | |
| (Missing) | 144 | 2.1% |
| Value | Count | Frequency (%) | |
| 0 | 162 | 2.3% | |
| 1 | 127 | 1.8% | |
| 2 | 297 | 4.2% | |
| 3 | 471 | 6.7% | |
| 4 | 439 | 6.3% | |
| 5 | 503 | 7.2% | |
| 6 | 545 | 7.8% | |
| 7 | 258 | 3.7% | |
| 8 | 276 | 3.9% | |
| 9 | 205 | 2.9% |
| Value | Count | Frequency (%) | |
| 43 | 8 | 0.1% | |
| 42 | 17 | 0.2% | |
| 41 | 18 | 0.3% | |
| 40 | 24 | 0.3% | |
| 39 | 29 | 0.4% | |
| 38 | 48 | 0.7% | |
| 37 | 51 | 0.7% | |
| 36 | 51 | 0.7% | |
| 35 | 60 | 0.9% | |
| 34 | 55 | 0.8% |
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.367142857142857 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros | 162 |
| Zeros (%) | 2.3% |
| Memory size | 54.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.149395118 |
|---|---|
| Coefficient of variation (CV) | 0.4855622105 |
| Kurtosis | -1.162237335 |
| Mean | 2.367142857 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.009156273346 |
| Sum | 16570 |
| Variance | 1.321109138 |
| Value | Count | Frequency (%) | |
| 1 | 1819 | 26.0% | |
| 2 | 1811 | 25.9% | |
| 3 | 1703 | 24.3% | |
| 4 | 1505 | 21.5% | |
| 0 | 162 | 2.3% |
| Value | Count | Frequency (%) | |
| 0 | 162 | 2.3% | |
| 1 | 1819 | 26.0% | |
| 2 | 1811 | 25.9% | |
| 3 | 1703 | 24.3% | |
| 4 | 1505 | 21.5% |
| Value | Count | Frequency (%) | |
| 4 | 1505 | 21.5% | |
| 3 | 1703 | 24.3% | |
| 2 | 1811 | 25.9% | |
| 1 | 1819 | 26.0% | |
| 0 | 162 | 2.3% |
growth_rate
Real number (ℝ≥0)
| Distinct count | 55 |
|---|---|
| Unique (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.06428571428572 |
|---|---|
| Minimum | 20 |
| Maximum | 74 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 54.8 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 33 |
| median | 47 |
| Q3 | 61 |
| 95-th percentile | 71 |
| Maximum | 74 |
| Range | 54 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 15.76140627 |
|---|---|
| Coefficient of variation (CV) | 0.334891012 |
| Kurtosis | -1.202856923 |
| Mean | 47.06428571 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | -0.0160689077 |
| Sum | 329450 |
| Variance | 248.4219276 |
| Value | Count | Frequency (%) | |
| 45 | 147 | 2.1% | |
| 64 | 147 | 2.1% | |
| 51 | 145 | 2.1% | |
| 61 | 143 | 2.0% | |
| 59 | 141 | 2.0% | |
| 24 | 140 | 2.0% | |
| 56 | 140 | 2.0% | |
| 58 | 140 | 2.0% | |
| 37 | 139 | 2.0% | |
| 52 | 139 | 2.0% | |
| 30 | 138 | 2.0% | |
| 34 | 137 | 2.0% | |
| 54 | 136 | 1.9% | |
| 23 | 136 | 1.9% | |
| 67 | 135 | 1.9% | |
| 29 | 135 | 1.9% | |
| 32 | 135 | 1.9% | |
| 66 | 135 | 1.9% | |
| 31 | 134 | 1.9% | |
| 49 | 133 | 1.9% | |
| 42 | 133 | 1.9% | |
| 62 | 132 | 1.9% | |
| 27 | 131 | 1.9% | |
| 39 | 130 | 1.9% | |
| 70 | 130 | 1.9% | |
| Other values (30) | 3569 | 51.0% |
| Value | Count | Frequency (%) | |
| 20 | 123 | 1.8% | |
| 21 | 113 | 1.6% | |
| 22 | 113 | 1.6% | |
| 23 | 136 | 1.9% | |
| 24 | 140 | 2.0% | |
| 25 | 130 | 1.9% | |
| 26 | 99 | 1.4% | |
| 27 | 131 | 1.9% | |
| 28 | 128 | 1.8% | |
| 29 | 135 | 1.9% |
| Value | Count | Frequency (%) | |
| 74 | 107 | 1.5% | |
| 73 | 122 | 1.7% | |
| 72 | 116 | 1.7% | |
| 71 | 128 | 1.8% | |
| 70 | 130 | 1.9% | |
| 69 | 129 | 1.8% | |
| 68 | 128 | 1.8% | |
| 67 | 135 | 1.9% | |
| 66 | 135 | 1.9% | |
| 65 | 107 | 1.5% |
Travel_Rate
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 54.8 KiB |
| 1 | |
|---|---|
| 0 | |
| 2 |
| Value | Count | Frequency (%) | |
| 1 | 3827 | 54.7% | |
| 0 | 2224 | 31.8% | |
| 2 | 949 | 13.6% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 1 | 3827 | 54.7% | |
| 0 | 2224 | 31.8% | |
| 2 | 949 | 13.6% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 7000 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 1 | 3827 | 54.7% | |
| 0 | 2224 | 31.8% | |
| 2 | 949 | 13.6% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 7000 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 1 | 3827 | 54.7% | |
| 0 | 2224 | 31.8% | |
| 2 | 949 | 13.6% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 7000 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 1 | 3827 | 54.7% | |
| 0 | 2224 | 31.8% | |
| 2 | 949 | 13.6% |
Post_Level
Real number (ℝ≥0)
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.798 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 54.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.163721018 |
|---|---|
| Coefficient of variation (CV) | 0.4159117289 |
| Kurtosis | -0.6512604004 |
| Mean | 2.798 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.2145265274 |
| Sum | 19586 |
| Variance | 1.354246607 |
| Value | Count | Frequency (%) | |
| 3 | 2435 | 34.8% | |
| 2 | 1786 | 25.5% | |
| 4 | 1046 | 14.9% | |
| 1 | 1035 | 14.8% | |
| 5 | 698 | 10.0% |
| Value | Count | Frequency (%) | |
| 1 | 1035 | 14.8% | |
| 2 | 1786 | 25.5% | |
| 3 | 2435 | 34.8% | |
| 4 | 1046 | 14.9% | |
| 5 | 698 | 10.0% |
| Value | Count | Frequency (%) | |
| 5 | 698 | 10.0% | |
| 4 | 1046 | 14.9% | |
| 3 | 2435 | 34.8% | |
| 2 | 1786 | 25.5% | |
| 1 | 1035 | 14.8% |
Pay_Scale
Real number (ℝ≥0)
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 9 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.0062938063224145 |
|---|---|
| Minimum | 1.0 |
| Maximum | 10.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 54.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 9 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.05843542 |
|---|---|
| Coefficient of variation (CV) | 0.342713075 |
| Kurtosis | -0.4450642105 |
| Mean | 6.006293806 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.2599763222 |
| Sum | 41990 |
| Variance | 4.237156377 |
| Value | Count | Frequency (%) | |
| 8 | 1392 | 19.9% | |
| 6 | 1284 | 18.3% | |
| 5 | 1160 | 16.6% | |
| 4 | 983 | 14.0% | |
| 7 | 811 | 11.6% | |
| 9 | 464 | 6.6% | |
| 2 | 277 | 4.0% | |
| 3 | 255 | 3.6% | |
| 10 | 209 | 3.0% | |
| 1 | 156 | 2.2% | |
| (Missing) | 9 | 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 156 | 2.2% | |
| 2 | 277 | 4.0% | |
| 3 | 255 | 3.6% | |
| 4 | 983 | 14.0% | |
| 5 | 1160 | 16.6% | |
| 6 | 1284 | 18.3% | |
| 7 | 811 | 11.6% | |
| 8 | 1392 | 19.9% | |
| 9 | 464 | 6.6% | |
| 10 | 209 | 3.0% |
| Value | Count | Frequency (%) | |
| 10 | 209 | 3.0% | |
| 9 | 464 | 6.6% | |
| 8 | 1392 | 19.9% | |
| 7 | 811 | 11.6% | |
| 6 | 1284 | 18.3% | |
| 5 | 1160 | 16.6% | |
| 4 | 983 | 14.0% | |
| 3 | 255 | 3.6% | |
| 2 | 277 | 4.0% | |
| 1 | 156 | 2.2% |
Compensation_and_Benefits
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 54.8 KiB |
| type2 | |
|---|---|
| type3 | |
| type4 | 353 |
| type0 | 187 |
| type1 | 133 |
| Value | Count | Frequency (%) | |
| type2 | 3945 | 56.4% | |
| type3 | 2382 | 34.0% | |
| type4 | 353 | 5.0% | |
| type0 | 187 | 2.7% | |
| type1 | 133 | 1.9% |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Most occurring characters
| Value | Count | Frequency (%) | |
| t | 7000 | 20.0% | |
| y | 7000 | 20.0% | |
| p | 7000 | 20.0% | |
| e | 7000 | 20.0% | |
| 2 | 3945 | 11.3% | |
| 3 | 2382 | 6.8% | |
| 4 | 353 | 1.0% | |
| 0 | 187 | 0.5% | |
| 1 | 133 | 0.4% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 28000 | 80.0% | |
| Decimal Number | 7000 | 20.0% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| t | 7000 | 25.0% | |
| y | 7000 | 25.0% | |
| p | 7000 | 25.0% | |
| e | 7000 | 25.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 2 | 3945 | 56.4% | |
| 3 | 2382 | 34.0% | |
| 4 | 353 | 5.0% | |
| 0 | 187 | 2.7% | |
| 1 | 133 | 1.9% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 28000 | 80.0% | |
| Common | 7000 | 20.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| t | 7000 | 25.0% | |
| y | 7000 | 25.0% | |
| p | 7000 | 25.0% | |
| e | 7000 | 25.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 2 | 3945 | 56.4% | |
| 3 | 2382 | 34.0% | |
| 4 | 353 | 5.0% | |
| 0 | 187 | 2.7% | |
| 1 | 133 | 1.9% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 35000 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| t | 7000 | 20.0% | |
| y | 7000 | 20.0% | |
| p | 7000 | 20.0% | |
| e | 7000 | 20.0% | |
| 2 | 3945 | 11.3% | |
| 3 | 2382 | 6.8% | |
| 4 | 353 | 1.0% | |
| 0 | 187 | 0.5% | |
| 1 | 133 | 0.4% |
Work_Life_balance
Real number (ℝ≥0)
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 11 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3878952639862643 |
|---|---|
| Minimum | 1.0 |
| Maximum | 5.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 54.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.122786313 |
|---|---|
| Coefficient of variation (CV) | 0.4701991455 |
| Kurtosis | -1.091044398 |
| Mean | 2.387895264 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.1943418895 |
| Sum | 16689 |
| Variance | 1.260649104 |
| Value | Count | Frequency (%) | |
| 1 | 2042 | 29.2% | |
| 3 | 2023 | 28.9% | |
| 2 | 1615 | 23.1% | |
| 4 | 1197 | 17.1% | |
| 5 | 112 | 1.6% | |
| (Missing) | 11 | 0.2% |
| Value | Count | Frequency (%) | |
| 1 | 2042 | 29.2% | |
| 2 | 1615 | 23.1% | |
| 3 | 2023 | 28.9% | |
| 4 | 1197 | 17.1% | |
| 5 | 112 | 1.6% |
| Value | Count | Frequency (%) | |
| 5 | 112 | 1.6% | |
| 4 | 1197 | 17.1% | |
| 3 | 2023 | 28.9% | |
| 2 | 1615 | 23.1% | |
| 1 | 2042 | 29.2% |
VAR1
Real number (ℝ≥0)
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.0985714285714288 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 54.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.8363769862 |
|---|---|
| Coefficient of variation (CV) | 0.2699234165 |
| Kurtosis | 0.9634666813 |
| Mean | 3.098571429 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.1618374522 |
| Sum | 21690 |
| Variance | 0.699526463 |
| Value | Count | Frequency (%) | |
| 3 | 4193 | 59.9% | |
| 4 | 1372 | 19.6% | |
| 2 | 716 | 10.2% | |
| 5 | 368 | 5.3% | |
| 1 | 351 | 5.0% |
| Value | Count | Frequency (%) | |
| 1 | 351 | 5.0% | |
| 2 | 716 | 10.2% | |
| 3 | 4193 | 59.9% | |
| 4 | 1372 | 19.6% | |
| 5 | 368 | 5.3% |
| Value | Count | Frequency (%) | |
| 5 | 368 | 5.3% | |
| 4 | 1372 | 19.6% | |
| 3 | 4193 | 59.9% | |
| 2 | 716 | 10.2% | |
| 1 | 351 | 5.0% |
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 577 |
| Missing (%) | 8.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.008125969173283523 |
|---|---|
| Minimum | -1.8176 |
| Maximum | 1.6081 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 54.8 KiB |
Quantile statistics
| Minimum | -1.8176 |
|---|---|
| 5-th percentile | -1.8176 |
| Q1 | -0.9612 |
| median | -0.1048 |
| Q3 | 0.7516 |
| 95-th percentile | 1.6081 |
| Maximum | 1.6081 |
| Range | 3.4257 |
| Interquartile range (IQR) | 1.7128 |
Descriptive statistics
| Standard deviation | 0.9898497993 |
|---|---|
| Coefficient of variation (CV) | -121.8131374 |
| Kurtosis | -0.7839593532 |
| Mean | -0.008125969173 |
| Median Absolute Deviation (MAD) | 0.8564 |
| Skewness | -0.4284199324 |
| Sum | -52.1931 |
| Variance | 0.9798026251 |
| Value | Count | Frequency (%) | |
| 0.7516 | 2458 | 35.1% | |
| -0.1048 | 1629 | 23.3% | |
| -0.9612 | 1047 | 15.0% | |
| -1.8176 | 816 | 11.7% | |
| 1.6081 | 473 | 6.8% | |
| (Missing) | 577 | 8.2% |
| Value | Count | Frequency (%) | |
| -1.8176 | 816 | 11.7% | |
| -0.9612 | 1047 | 15.0% | |
| -0.1048 | 1629 | 23.3% | |
| 0.7516 | 2458 | 35.1% | |
| 1.6081 | 473 | 6.8% |
| Value | Count | Frequency (%) | |
| 1.6081 | 473 | 6.8% | |
| 0.7516 | 2458 | 35.1% | |
| -0.1048 | 1629 | 23.3% | |
| -0.9612 | 1047 | 15.0% | |
| -1.8176 | 816 | 11.7% |
VAR3
Real number (ℝ)
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.013606457142857117 |
|---|---|
| Minimum | -2.7762 |
| Maximum | 1.8688 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 54.8 KiB |
Quantile statistics
| Minimum | -2.7762 |
|---|---|
| 5-th percentile | -1.615 |
| Q1 | -0.4537 |
| median | -0.4537 |
| Q3 | 0.7075 |
| 95-th percentile | 1.8688 |
| Maximum | 1.8688 |
| Range | 4.645 |
| Interquartile range (IQR) | 1.1612 |
Descriptive statistics
| Standard deviation | 0.9869327185 |
|---|---|
| Coefficient of variation (CV) | -72.53414376 |
| Kurtosis | 0.5009805111 |
| Mean | -0.01360645714 |
| Median Absolute Deviation (MAD) | 1.1612 |
| Skewness | -0.2337820111 |
| Sum | -95.2452 |
| Variance | 0.9740361908 |
| Value | Count | Frequency (%) | |
| -0.4537 | 3363 | 48.0% | |
| 0.7075 | 2329 | 33.3% | |
| 1.8688 | 610 | 8.7% | |
| -1.615 | 500 | 7.1% | |
| -2.7762 | 198 | 2.8% |
| Value | Count | Frequency (%) | |
| -2.7762 | 198 | 2.8% | |
| -1.615 | 500 | 7.1% | |
| -0.4537 | 3363 | 48.0% | |
| 0.7075 | 2329 | 33.3% | |
| 1.8688 | 610 | 8.7% |
| Value | Count | Frequency (%) | |
| 1.8688 | 610 | 8.7% | |
| 0.7075 | 2329 | 33.3% | |
| -0.4537 | 3363 | 48.0% | |
| -1.615 | 500 | 7.1% | |
| -2.7762 | 198 | 2.8% |
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 656 |
| Missing (%) | 9.4% |
| Memory size | 54.8 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | 581 |
| Value | Count | Frequency (%) | |
| 2 | 4491 | 64.2% | |
| 1 | 1272 | 18.2% | |
| 3 | 581 | 8.3% | |
| (Missing) | 656 | 9.4% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Most occurring characters
| Value | Count | Frequency (%) | |
| . | 6344 | 30.2% | |
| 0 | 6344 | 30.2% | |
| 2 | 4491 | 21.4% | |
| n | 1312 | 6.2% | |
| 1 | 1272 | 6.1% | |
| a | 656 | 3.1% | |
| 3 | 581 | 2.8% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 12688 | 60.4% | |
| Other Punctuation | 6344 | 30.2% | |
| Lowercase Letter | 1968 | 9.4% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 0 | 6344 | 50.0% | |
| 2 | 4491 | 35.4% | |
| 1 | 1272 | 10.0% | |
| 3 | 581 | 4.6% |
Most frequent Other Punctuation characters
| Value | Count | Frequency (%) | |
| . | 6344 | 100.0% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| n | 1312 | 66.7% | |
| a | 656 | 33.3% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 19032 | 90.6% | |
| Latin | 1968 | 9.4% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| . | 6344 | 33.3% | |
| 0 | 6344 | 33.3% | |
| 2 | 4491 | 23.6% | |
| 1 | 1272 | 6.7% | |
| 3 | 581 | 3.1% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| n | 1312 | 66.7% | |
| a | 656 | 33.3% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 21000 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| . | 6344 | 30.2% | |
| 0 | 6344 | 30.2% | |
| 2 | 4491 | 21.4% | |
| n | 1312 | 6.2% | |
| 1 | 1272 | 6.1% | |
| a | 656 | 3.1% | |
| 3 | 581 | 2.8% |
VAR5
Real number (ℝ≥0)
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.834142857142857 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 54.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.9389448085 |
|---|---|
| Coefficient of variation (CV) | 0.3312976289 |
| Kurtosis | -0.4137222333 |
| Mean | 2.834142857 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.06270184648 |
| Sum | 19839 |
| Variance | 0.8816173535 |
| Value | Count | Frequency (%) | |
| 3 | 2758 | 39.4% | |
| 2 | 2085 | 29.8% | |
| 4 | 1450 | 20.7% | |
| 1 | 485 | 6.9% | |
| 5 | 222 | 3.2% |
| Value | Count | Frequency (%) | |
| 1 | 485 | 6.9% | |
| 2 | 2085 | 29.8% | |
| 3 | 2758 | 39.4% | |
| 4 | 1450 | 20.7% | |
| 5 | 222 | 3.2% |
| Value | Count | Frequency (%) | |
| 5 | 222 | 3.2% | |
| 4 | 1450 | 20.7% | |
| 3 | 2758 | 39.4% | |
| 2 | 2085 | 29.8% | |
| 1 | 485 | 6.9% |
VAR6
Real number (ℝ≥0)
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.101285714285714 |
|---|---|
| Minimum | 5 |
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 54.8 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 6 |
| median | 7 |
| Q3 | 8 |
| 95-th percentile | 9 |
| Maximum | 9 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.164262117 |
|---|---|
| Coefficient of variation (CV) | 0.1639508905 |
| Kurtosis | -0.8240199302 |
| Mean | 7.101285714 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.4088799548 |
| Sum | 49709 |
| Variance | 1.355506276 |
| Value | Count | Frequency (%) | |
| 8 | 2661 | 38.0% | |
| 7 | 1734 | 24.8% | |
| 6 | 1174 | 16.8% | |
| 5 | 910 | 13.0% | |
| 9 | 521 | 7.4% |
| Value | Count | Frequency (%) | |
| 5 | 910 | 13.0% | |
| 6 | 1174 | 16.8% | |
| 7 | 1734 | 24.8% | |
| 8 | 2661 | 38.0% | |
| 9 | 521 | 7.4% |
| Value | Count | Frequency (%) | |
| 9 | 521 | 7.4% | |
| 8 | 2661 | 38.0% | |
| 7 | 1734 | 24.8% | |
| 6 | 1174 | 16.8% | |
| 5 | 910 | 13.0% |
VAR7
Real number (ℝ≥0)
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.257 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 54.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.9253194982 |
|---|---|
| Coefficient of variation (CV) | 0.2841017802 |
| Kurtosis | 0.350866366 |
| Mean | 3.257 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.06815851154 |
| Sum | 22799 |
| Variance | 0.8562161737 |
| Value | Count | Frequency (%) | |
| 3 | 3926 | 56.1% | |
| 4 | 1320 | 18.9% | |
| 5 | 840 | 12.0% | |
| 2 | 627 | 9.0% | |
| 1 | 287 | 4.1% |
| Value | Count | Frequency (%) | |
| 1 | 287 | 4.1% | |
| 2 | 627 | 9.0% | |
| 3 | 3926 | 56.1% | |
| 4 | 1320 | 18.9% | |
| 5 | 840 | 12.0% |
| Value | Count | Frequency (%) | |
| 5 | 840 | 12.0% | |
| 4 | 1320 | 18.9% | |
| 3 | 3926 | 56.1% | |
| 2 | 627 | 9.0% | |
| 1 | 287 | 4.1% |
Attrition_rate
Real number (ℝ≥0)
| Distinct count | 3317 |
|---|---|
| Unique (%) | 47.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.18937612857142858 |
|---|---|
| Minimum | 0.0 |
| Maximum | 0.9959 |
| Zeros | 4 |
| Zeros (%) | 0.1% |
| Memory size | 54.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.013295 |
| Q1 | 0.0704 |
| median | 0.14265 |
| Q3 | 0.235 |
| 95-th percentile | 0.648855 |
| Maximum | 0.9959 |
| Range | 0.9959 |
| Interquartile range (IQR) | 0.1646 |
Descriptive statistics
| Standard deviation | 0.1857532778 |
|---|---|
| Coefficient of variation (CV) | 0.9808695488 |
| Kurtosis | 4.410103544 |
| Mean | 0.1893761286 |
| Median Absolute Deviation (MAD) | 0.0793 |
| Skewness | 2.056875961 |
| Sum | 1325.6329 |
| Variance | 0.03450428021 |
| Value | Count | Frequency (%) | |
| 0.1042 | 10 | 0.1% | |
| 0.0312 | 9 | 0.1% | |
| 0.1294 | 9 | 0.1% | |
| 0.037 | 8 | 0.1% | |
| 0.0015 | 8 | 0.1% | |
| 0.15 | 8 | 0.1% | |
| 0.1506 | 8 | 0.1% | |
| 0.1761 | 7 | 0.1% | |
| 0.1413 | 7 | 0.1% | |
| 0.0678 | 7 | 0.1% | |
| 0.1609 | 7 | 0.1% | |
| 0.0579 | 7 | 0.1% | |
| 0.1153 | 7 | 0.1% | |
| 0.0293 | 7 | 0.1% | |
| 0.1514 | 7 | 0.1% | |
| 0.1879 | 7 | 0.1% | |
| 0.014 | 7 | 0.1% | |
| 0.0482 | 7 | 0.1% | |
| 0.0335 | 7 | 0.1% | |
| 0.1125 | 7 | 0.1% | |
| 0.0026 | 7 | 0.1% | |
| 0.0059 | 7 | 0.1% | |
| 0.1058 | 7 | 0.1% | |
| 0.0366 | 7 | 0.1% | |
| 0.1611 | 7 | 0.1% | |
| Other values (3292) | 6814 | 97.3% |
| Value | Count | Frequency (%) | |
| 0 | 4 | 0.1% | |
| 0.0001 | 3 | < 0.1% | |
| 0.0002 | 3 | < 0.1% | |
| 0.0003 | 2 | < 0.1% | |
| 0.0005 | 1 | < 0.1% | |
| 0.0006 | 1 | < 0.1% | |
| 0.0007 | 2 | < 0.1% | |
| 0.0008 | 3 | < 0.1% | |
| 0.0009 | 4 | 0.1% | |
| 0.001 | 4 | 0.1% |
| Value | Count | Frequency (%) | |
| 0.9959 | 1 | < 0.1% | |
| 0.9957 | 1 | < 0.1% | |
| 0.993 | 1 | < 0.1% | |
| 0.991 | 1 | < 0.1% | |
| 0.9897 | 1 | < 0.1% | |
| 0.9886 | 1 | < 0.1% | |
| 0.9882 | 1 | < 0.1% | |
| 0.987 | 1 | < 0.1% | |
| 0.9865 | 1 | < 0.1% | |
| 0.9853 | 1 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| Employee_ID | Gender | Age | Education_Level | Relationship_Status | Hometown | Unit | Decision_skill_possess | Time_of_service | Time_since_promotion | growth_rate | Travel_Rate | Post_Level | Pay_Scale | Compensation_and_Benefits | Work_Life_balance | VAR1 | VAR2 | VAR3 | VAR4 | VAR5 | VAR6 | VAR7 | Attrition_rate | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | EID_23371 | F | 42.0 | 4 | Married | Franklin | IT | Conceptual | 4.0 | 4 | 33 | 1 | 1 | 7.0 | type2 | 3.0 | 4 | 0.7516 | 1.8688 | 2.0 | 4 | 5 | 3 | 0.1841 |
| 1 | EID_18000 | M | 24.0 | 3 | Single | Springfield | Logistics | Analytical | 5.0 | 4 | 36 | 0 | 3 | 6.0 | type2 | 4.0 | 3 | -0.9612 | -0.4537 | 2.0 | 3 | 5 | 3 | 0.0670 |
| 2 | EID_3891 | F | 58.0 | 3 | Married | Clinton | Quality | Conceptual | 27.0 | 3 | 51 | 0 | 2 | 8.0 | type2 | 1.0 | 4 | -0.9612 | -0.4537 | 3.0 | 3 | 8 | 3 | 0.0851 |
| 3 | EID_17492 | F | 26.0 | 3 | Single | Lebanon | Human Resource Management | Behavioral | 4.0 | 3 | 56 | 1 | 3 | 8.0 | type2 | 1.0 | 3 | -1.8176 | -0.4537 | NaN | 3 | 7 | 3 | 0.0668 |
| 4 | EID_22534 | F | 31.0 | 1 | Married | Springfield | Logistics | Conceptual | 5.0 | 4 | 62 | 1 | 3 | 2.0 | type3 | 3.0 | 1 | 0.7516 | -0.4537 | 2.0 | 2 | 8 | 2 | 0.1827 |
| 5 | EID_2278 | M | 54.0 | 3 | Married | Lebanon | Purchasing | Conceptual | 19.0 | 1 | 21 | 2 | 5 | 9.0 | type2 | 1.0 | 3 | -1.8176 | 1.8688 | 2.0 | 2 | 8 | 3 | 0.7613 |
| 6 | EID_18588 | F | 21.0 | 4 | Married | Springfield | Purchasing | Directive | 2.0 | 1 | 50 | 1 | 1 | 6.0 | type2 | 2.0 | 3 | -0.9612 | 0.7075 | 2.0 | 3 | 7 | 3 | 0.2819 |
| 7 | EID_1235 | F | NaN | 3 | Married | Springfield | Sales | Directive | 34.0 | 4 | 23 | 1 | 4 | 6.0 | type3 | 2.0 | 3 | -0.1048 | -0.4537 | 2.0 | 3 | 9 | 3 | 0.1169 |
| 8 | EID_10197 | M | 40.0 | 4 | Single | Springfield | Production | Analytical | 13.0 | 1 | 49 | 0 | 1 | 9.0 | type0 | 4.0 | 1 | NaN | 1.8688 | 2.0 | 5 | 6 | 3 | 0.1968 |
| 9 | EID_21262 | M | 45.0 | 3 | Married | Lebanon | IT | Directive | 21.0 | 4 | 34 | 0 | 2 | 5.0 | type3 | 4.0 | 3 | 0.7516 | -0.4537 | 2.0 | 4 | 8 | 3 | 0.2870 |
Last rows
| Employee_ID | Gender | Age | Education_Level | Relationship_Status | Hometown | Unit | Decision_skill_possess | Time_of_service | Time_since_promotion | growth_rate | Travel_Rate | Post_Level | Pay_Scale | Compensation_and_Benefits | Work_Life_balance | VAR1 | VAR2 | VAR3 | VAR4 | VAR5 | VAR6 | VAR7 | Attrition_rate | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 6990 | EID_20545 | M | 22.0 | 4 | Married | Lebanon | Logistics | Analytical | 3.0 | 3 | 43 | 1 | 3 | 10.0 | type3 | 3.0 | 3 | 1.6081 | 0.7075 | 3.0 | 2 | 8 | 2 | 0.2523 |
| 6991 | EID_17275 | M | 26.0 | 5 | Married | Franklin | Accounting and Finance | Conceptual | 2.0 | 2 | 51 | 1 | 3 | 5.0 | type2 | 2.0 | 2 | 0.7516 | 0.7075 | 2.0 | 4 | 6 | 3 | 0.2265 |
| 6992 | EID_19922 | F | 26.0 | 1 | Married | Franklin | Accounting and Finance | Analytical | 4.0 | 2 | 52 | 1 | 3 | 3.0 | type2 | 1.0 | 1 | -0.1048 | 0.7075 | 2.0 | 3 | 8 | 3 | 0.2238 |
| 6993 | EID_12529 | M | 33.0 | 4 | Married | Franklin | Logistics | Directive | 7.0 | 4 | 66 | 2 | 4 | 6.0 | type3 | 2.0 | 3 | -0.1048 | -0.4537 | 2.0 | 4 | 7 | 3 | 0.2569 |
| 6994 | EID_11159 | M | 33.0 | 3 | Married | Springfield | Accounting and Finance | Behavioral | 9.0 | 3 | 34 | 0 | 1 | 8.0 | type2 | 4.0 | 4 | -0.1048 | 1.8688 | 2.0 | 4 | 7 | 2 | 0.0480 |
| 6995 | EID_16328 | F | 23.0 | 5 | Married | Franklin | Operarions | Behavioral | 4.0 | 1 | 20 | 1 | 2 | 6.0 | type3 | 3.0 | 1 | 0.7516 | -0.4537 | 2.0 | 3 | 7 | 3 | 0.7839 |
| 6996 | EID_8387 | F | 44.0 | 1 | Married | Lebanon | R&D | Analytical | 16.0 | 2 | 59 | 0 | 2 | 4.0 | type3 | 3.0 | 2 | -0.1048 | -2.7762 | 2.0 | 4 | 8 | 4 | 0.1055 |
| 6997 | EID_8077 | F | 49.0 | 3 | Single | Springfield | IT | Directive | 10.0 | 1 | 59 | 1 | 2 | 3.0 | type2 | 4.0 | 2 | -0.1048 | -0.4537 | 2.0 | 4 | 8 | 3 | 0.7847 |
| 6998 | EID_19597 | F | 47.0 | 3 | Married | Washington | Sales | Behavioral | 24.0 | 1 | 21 | 1 | 5 | 8.0 | type0 | 2.0 | 4 | 0.7516 | 1.8688 | 2.0 | 3 | 6 | 3 | 0.4162 |
| 6999 | EID_1640 | F | 58.0 | 3 | Married | Franklin | IT | Directive | 22.0 | 2 | 74 | 0 | 4 | 5.0 | type2 | 3.0 | 3 | -0.1048 | -1.6150 | 3.0 | 4 | 5 | 3 | 0.0910 |